Hi Fred,
now it works on a small test convnet withoyut delay; tomorrow I'll try  the 
big one on Tesla K40.
Many thanks

I Installed Theano==0.9.0.dev3 from  gvtulder/Theano forked from 
Theano/Theano: https://github.com/Theano/Theano/pull/4862

.theanorc is:
[global]
floatX = float16
device=cuda
[cuda] 
root = /usr/local/cuda-7.5



[nvcc]
fastmath=True

optimizer = fast_compile

[dnn.conv]
algo_fwd =  time_once
algo_bwd_filter = time_once
algo_bwd_data = time_once 

This the output:
Python 2.7.12 |Anaconda custom (64-bit)| (default, Jul  2 2016, 17:42:40) 
[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)] on linux2
Type "help", "copyright", "credits" or "license" for more information.
Anaconda is brought to you by Continuum Analytics.
Please check out: http://continuum.io/thanks and https://anaconda.org
>>> 
runfile('/home/luca/data/DeepLearningTutorials/Theano-3D-ConvNet-master/convnet3d/core/run_multi_conv_t.py',
 
wdir='/home/luca/data/DeepLearningTutorials/Theano-3D-ConvNet-master/convnet3d/core')
Mapped name None to device cuda: GeForce 840M
Using cuDNN version 5103 on context None
Disabling C code for Elemwise{mul,no_inplace} due to unsupported float16
Disabling C code for Elemwise{Cast{float32}} due to unsupported float16
Disabling C code for DiagonalSubtensor{inplace} due to unsupported float16
Disabling C code for IncDiagonalSubtensor due to unsupported float16
Disabling C code for DiagonalSubtensor{inplace} due to unsupported float16
Disabling C code for MaxAndArgmax due to unsupported float16


start time:
12/10/2016
14:20:32


training @ iter =  0
training cost 0.69320
epoch 1, training batch 316/316, validation error 39.286 %
training @ iter =  400
training cost 0.69127
epoch 2, training batch 316/316, validation error 36.607 %
training @ iter =  800
training cost 0.68616
epoch 3, training batch 316/316, validation error 33.929 %
training @ iter =  1200
training cost 0.68399
epoch 4, training batch 316/316, validation error 33.036 %
training cost 0.67953
epoch 5, training batch 316/316, validation error 29.643 %

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